{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['axes.labelsize'] = 14\n",
    "plt.rcParams['xtick.labelsize'] = 12\n",
    "plt.rcParams['ytick.labelsize'] = 12\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(533, 800, 3)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#ladybug.png\n",
    "from matplotlib.image import imread\n",
    "image = imread(r'img\\ladybug.png')\n",
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[0.09803922, 0.11372549, 0.00784314],\n",
       "        [0.09411765, 0.10980392, 0.00392157],\n",
       "        [0.09411765, 0.11372549, 0.        ],\n",
       "        ...,\n",
       "        [0.22352941, 0.4117647 , 0.08235294],\n",
       "        [0.21960784, 0.40392157, 0.08627451],\n",
       "        [0.20392157, 0.3882353 , 0.07450981]],\n",
       "\n",
       "       [[0.09411765, 0.10980392, 0.00392157],\n",
       "        [0.09019608, 0.10588235, 0.        ],\n",
       "        [0.09019608, 0.10588235, 0.        ],\n",
       "        ...,\n",
       "        [0.23529412, 0.42352942, 0.08627451],\n",
       "        [0.23137255, 0.41568628, 0.09803922],\n",
       "        [0.21568628, 0.4       , 0.08627451]],\n",
       "\n",
       "       [[0.09019608, 0.10588235, 0.00784314],\n",
       "        [0.08627451, 0.10196079, 0.00392157],\n",
       "        [0.08627451, 0.10196079, 0.        ],\n",
       "        ...,\n",
       "        [0.25882354, 0.44705883, 0.10980392],\n",
       "        [0.24705882, 0.43529412, 0.10588235],\n",
       "        [0.22745098, 0.4117647 , 0.09411765]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[0.05490196, 0.07058824, 0.00392157],\n",
       "        [0.05490196, 0.07058824, 0.00392157],\n",
       "        [0.05098039, 0.07843138, 0.00784314],\n",
       "        ...,\n",
       "        [0.05098039, 0.23921569, 0.01176471],\n",
       "        [0.03529412, 0.21960784, 0.00784314],\n",
       "        [0.01960784, 0.2       , 0.00784314]],\n",
       "\n",
       "       [[0.05490196, 0.07058824, 0.00392157],\n",
       "        [0.05490196, 0.07058824, 0.00392157],\n",
       "        [0.04705882, 0.07450981, 0.00392157],\n",
       "        ...,\n",
       "        [0.04313726, 0.23137255, 0.00392157],\n",
       "        [0.02745098, 0.21176471, 0.        ],\n",
       "        [0.01176471, 0.19215687, 0.        ]],\n",
       "\n",
       "       [[0.05098039, 0.06666667, 0.        ],\n",
       "        [0.05098039, 0.06666667, 0.        ],\n",
       "        [0.04313726, 0.07058824, 0.        ],\n",
       "        ...,\n",
       "        [0.03921569, 0.22745098, 0.        ],\n",
       "        [0.01960784, 0.20392157, 0.        ],\n",
       "        [0.00784314, 0.1882353 , 0.        ]]], dtype=float32)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(426400, 3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = image.reshape(-1, 3)\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(n_clusters=8, random_state=42).fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.98326355, 0.9351094 , 0.02573261],\n",
       "       [0.02240384, 0.11051449, 0.00579273],\n",
       "       [0.21762744, 0.38532948, 0.0572455 ],\n",
       "       [0.7599995 , 0.20910062, 0.04433527],\n",
       "       [0.09915568, 0.25297862, 0.01673489],\n",
       "       [0.6116277 , 0.6297308 , 0.38689855],\n",
       "       [0.37087163, 0.52249783, 0.156312  ],\n",
       "       [0.8831067 , 0.72412664, 0.03478576]], dtype=float32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, ..., 4, 1, 1])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(426400,)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.02240384, 0.11051449, 0.00579273],\n",
       "       [0.02240384, 0.11051449, 0.00579273],\n",
       "       [0.02240384, 0.11051449, 0.00579273],\n",
       "       ...,\n",
       "       [0.09915568, 0.25297862, 0.01673489],\n",
       "       [0.02240384, 0.11051449, 0.00579273],\n",
       "       [0.02240384, 0.11051449, 0.00579273]], dtype=float32)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n",
    "segmented_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "segmented_img = segmented_img.reshape(533, 800, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "segmented_imgs = []\n",
    "n_colors = range(10, 1, -2)\n",
    "\n",
    "for n_cluster in n_colors:\n",
    "    kmeans = KMeans(n_clusters=n_cluster, random_state=42, n_jobs=-1).fit(X)\n",
    "    segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n",
    "    segmented_imgs.append(segmented_img.reshape(image.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.subplot(231)\n",
    "plt.imshow(image)\n",
    "plt.title('Original image')\n",
    "\n",
    "for idx, n_clusters in enumerate(n_colors):\n",
    "    plt.subplot(232 + idx)\n",
    "    plt.imshow(segmented_imgs[idx])\n",
    "    plt.title('{} colors'.format(n_clusters))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "segmented_imgs = []\n",
    "n_colors = range(10, 2, -1)\n",
    "\n",
    "for n_cluster in n_colors:\n",
    "    kmeans = KMeans(n_clusters=n_cluster, random_state=42, n_jobs=-1).fit(X)\n",
    "    segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n",
    "    segmented_imgs.append(segmented_img.reshape(image.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plt.subplot(331)\n",
    "plt.imshow(image)\n",
    "plt.title('Original image')\n",
    "\n",
    "for idx, n_clusters in enumerate(n_colors):\n",
    "    plt.subplot(332 + idx)\n",
    "    plt.imshow(segmented_imgs[idx])\n",
    "    plt.title('{} colors'.format(n_clusters))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 半监督学习\n",
    "首先，让我们将训练集聚类为50个集群， 然后对于每个聚类，让我们找到最靠近质心的图像。 我们将这些图像称为代表性图像："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Programing\\Anaconda3\\envs\\ml_env\\lib\\site-packages\\sklearn\\feature_extraction\\text.py:17: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated since Python 3.3,and in 3.9 it will stop working\n",
      "  from collections import Mapping, defaultdict\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_digits\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# 读取并划分训练集、测试集\n",
    "X_digits, y_digits = load_digits(return_X_y=True)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_digits,\n",
    "                                                    y_digits,\n",
    "                                                    random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5, 2, 0, ..., 2, 7, 1])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1347,)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.,  0.,  2., ...,  0.,  0.,  0.],\n",
       "       [ 0.,  5., 16., ...,  6.,  1.,  0.],\n",
       "       [ 0.,  0.,  4., ...,  2.,  0.,  0.],\n",
       "       ...,\n",
       "       [ 0.,  0.,  9., ..., 16.,  2.,  0.],\n",
       "       [ 0.,  0.,  1., ...,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  1., ...,  1.,  0.,  0.]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1347, 64)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8266666666666667"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "n_labeled = 50\n",
    "lrm = LogisticRegression(random_state=42)\n",
    "# 只用前50个样本做训练模型，用来预测\n",
    "lrm.fit(X_train[:n_labeled], y_train[:n_labeled])\n",
    "lrm.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 以最近质心的样本作用代表，选50个\n",
    "k = 50\n",
    "kmeans = KMeans(n_clusters=k, random_state=42, n_jobs=-1)\n",
    "X_digits_dist = kmeans.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[41.52526381, 47.80543271, 53.28606227, ..., 40.84863485,\n",
       "        33.42329319, 45.35671763],\n",
       "       [51.57028789, 55.26223803, 42.55626876, ..., 43.60992152,\n",
       "        53.69754997, 62.09003954],\n",
       "       [17.68832797, 53.78479191, 46.78038512, ..., 41.03618053,\n",
       "        43.17301972, 49.18269733],\n",
       "       ...,\n",
       "       [46.20281892, 46.98687906, 39.79532121, ..., 35.41242071,\n",
       "        50.51847709, 54.14682717],\n",
       "       [42.16801694, 38.66939823, 45.43803427, ..., 33.62986935,\n",
       "        30.22067077, 42.76745683],\n",
       "       [50.33500015, 44.86428246, 50.47025399, ..., 32.67650267,\n",
       "        43.21772438, 51.93318172]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_digits_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1347, 50)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_digits_dist.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1022, 1312,  535,  817,  704,   74,  175,  407,  753,  589,  841,\n",
       "        194,  702,  737,  598,  481,   50,  937,  114,  159, 1056,  891,\n",
       "        577, 1005,  731,  256, 1311,  205,   73, 1267, 1290,  325, 1343,\n",
       "        357,   26,  559,  159,  137, 1057, 1194, 1235,  648,  525,  715,\n",
       "        795,  771,  498, 1050,  855,  151], dtype=int64)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "representative_digits_idx = np.argmin(X_digits_dist, axis=0)\n",
    "representative_digits_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50,)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "representative_digits_idx.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.,  0.,  7., ...,  3.,  0.,  0.],\n",
       "       [ 0.,  0.,  0., ..., 15.,  4.,  0.],\n",
       "       [ 0.,  0.,  6., ..., 11.,  1.,  0.],\n",
       "       ...,\n",
       "       [ 0.,  0.,  3., ...,  2.,  0.,  0.],\n",
       "       [ 0.,  0.,  1., ...,  0.,  0.,  0.],\n",
       "       [ 0.,  0.,  0., ...,  6.,  0.,  0.]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 找到离50个质心距离最近的50个样本\n",
    "X_representative_digits = X_train[representative_digits_idx]\n",
    "X_representative_digits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50, 64)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_representative_digits.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 50 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制代表样本\n",
    "plt.figure(figsize=(8, 2))\n",
    "for index, X_representative_digit in enumerate(X_representative_digits):\n",
    "    plt.subplot(k // 10, 10, index + 1)\n",
    "    plt.imshow(X_representative_digit.reshape(8, 8),\n",
    "               cmap='binary',\n",
    "               interpolation='bilinear')\n",
    "    plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 手动标记样本的结果分类\n",
    "y_representative_digits = np.array([\n",
    "    0, 1, 3, 2, 7, 6, 4, 6, 9, 5, 1, 2, 9, 5, 2, 7, 8, 8, 8, 6, 3, 1, 5, 4, 5,\n",
    "    4, 0, 3, 2, 6, 1, 7, 7, 9, 1, 8, 6, 5, 4, 8, 5, 3, 3, 6, 7, 9, 7, 8, 4, 9\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在我们有一个只有50个标记实例的数据集，它们中的每一个都是其集群的代表性图像，而不是完全随机的实例。 让我们看看性能是否更好："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9244444444444444"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 以监督学习法完成分类\n",
    "lrm = LogisticRegression(random_state=42)\n",
    "lrm.fit(X_representative_digits, y_representative_digits)\n",
    "lrm.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "但也许我们可以更进一步：如果我们将标签传播到同一群集中的所有其他实例，该怎么办？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=42, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train_propagated = np.empty(len(X_train), dtype=np.int32)\n",
    "for i in range(k):\n",
    "    y_train_propagated[kmeans.labels_ == i] = y_representative_digits[i]\n",
    "\n",
    "log_reg = LogisticRegression(random_state=42)\n",
    "log_reg.fit(X_train, y_train_propagated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9311111111111111"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_reg.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "只选择前20个来试试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "percentile_closest = 20\n",
    "\n",
    "X_cluster_dist = X_digits_dist[np.arange(len(X_train)), kmeans.labels_]\n",
    "for i in range(k):\n",
    "    in_cluster = (kmeans.labels_ == i)\n",
    "    cluster_dist = X_cluster_dist[in_cluster]  #选择属于当前簇的所有样本\n",
    "    cutoff_distance = np.percentile(cluster_dist, percentile_closest)  #排序找到前20个\n",
    "    above_cutoff = (X_cluster_dist > cutoff_distance)  # False True结果\n",
    "    X_cluster_dist[in_cluster & above_cutoff] = -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1., -1., -1., ..., -1., -1., -1.])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_cluster_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1347,)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_cluster_dist.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([13, 14, 26, ..., 39,  4, 10])"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1347,)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False, False, False, ..., False, False, False])"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "in_cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([20.38301077, 15.61850557, 14.93503811, 13.01343463, 14.76271372,\n",
       "       30.67854316, 19.48142581, 17.9835565 , 28.7667508 , 17.56825542,\n",
       "       16.31841467, 14.26006595, 14.8025061 , 24.51643048, 22.05999997,\n",
       "       20.75620556, 21.72006551])"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17,)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_dist.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14.829012502118697"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cutoff_distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False, False, False, ..., False, False, False])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "above_cutoff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_cluster_dist[in_cluster & above_cutoff]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False, False, False, ..., False, False, False])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "partially_propagated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "partially_propagated = (X_cluster_dist != -1)\n",
    "X_train_partially_propagated = X_train[partially_propagated]\n",
    "y_train_partially_propagated = y_train_propagated[partially_propagated]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=42, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_reg = LogisticRegression(random_state=42)\n",
    "log_reg.fit(X_train_partially_propagated, y_train_partially_propagated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9022222222222223"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_reg.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DBSCAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "X, y = make_moons(n_samples=1000, noise=0.05, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x24ac9b66a08>]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(X[:, 0], X[:, 1], 'b.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DBSCAN(algorithm='auto', eps=0.05, leaf_size=30, metric='euclidean',\n",
       "    metric_params=None, min_samples=5, n_jobs=1, p=None)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import DBSCAN\n",
    "dbscan = DBSCAN(eps=0.05, min_samples=5)\n",
    "dbscan.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  2, -1, -1,  1,  0,  0,  0,  2,  5], dtype=int64)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dbscan.labels_[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  4,  5,  6,  7,  8, 10, 11, 12, 13], dtype=int64)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dbscan.core_sample_indices_[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1,  0,  1,  2,  3,  4,  5,  6], dtype=int64)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(dbscan.labels_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DBSCAN(algorithm='auto', eps=0.2, leaf_size=30, metric='euclidean',\n",
       "    metric_params=None, min_samples=5, n_jobs=1, p=None)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dbscan2 = DBSCAN(eps=0.2, min_samples=5)\n",
    "dbscan2.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_dbscan(dbscan, X, size, show_xlabels=True, show_ylabels=True):\n",
    "    core_mask = np.zeros_like(dbscan.labels_, dtype=bool)\n",
    "    core_mask[dbscan.core_sample_indices_] = True\n",
    "    anomalies_mask = dbscan.labels_ == -1\n",
    "    non_core_mask = ~(core_mask | anomalies_mask)\n",
    "\n",
    "    cores = dbscan.components_\n",
    "    anomalies = X[anomalies_mask]\n",
    "    non_cores = X[non_core_mask]\n",
    "\n",
    "    plt.scatter(cores[:, 0],\n",
    "                cores[:, 1],\n",
    "                c=dbscan.labels_[core_mask],\n",
    "                marker='o',\n",
    "                s=size,\n",
    "                cmap=\"Paired\")\n",
    "    plt.scatter(cores[:, 0],\n",
    "                cores[:, 1],\n",
    "                marker='*',\n",
    "                s=20,\n",
    "                c=dbscan.labels_[core_mask])\n",
    "    plt.scatter(anomalies[:, 0], anomalies[:, 1], c=\"r\", marker=\"x\", s=100)\n",
    "    plt.scatter(non_cores[:, 0],\n",
    "                non_cores[:, 1],\n",
    "                c=dbscan.labels_[non_core_mask],\n",
    "                marker=\".\")\n",
    "    if show_xlabels:\n",
    "        plt.xlabel(\"$x_1$\", fontsize=14)\n",
    "    else:\n",
    "        plt.tick_params(labelbottom='off')\n",
    "    if show_ylabels:\n",
    "        plt.ylabel(\"$x_2$\", fontsize=14, rotation=0)\n",
    "    else:\n",
    "        plt.tick_params(labelleft='off')\n",
    "    plt.title(\"eps={:.2f}, min_samples={}\".format(dbscan.eps,\n",
    "                                                  dbscan.min_samples),\n",
    "              fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x230.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 3.2))\n",
    "\n",
    "plt.subplot(121)\n",
    "plot_dbscan(dbscan, X, size=100)\n",
    "\n",
    "plt.subplot(122)\n",
    "plot_dbscan(dbscan2, X, size=600, show_ylabels=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
